AI AGENT + RAG SYSTEM
INTELLIGENT-LOAN-APPROVAL-AGENT.MDIntelligent Loan Approval Agent
A decision-support system for loan workflows that combines multi-step LLM orchestration, retrieval, and structured knowledge grounding.
- Indexed multi-format files in under one minute to accelerate review setup.
- Combined LLM reasoning with ML inference for practical decision support and clearer rationale.
PythonStreamlitAnthropic SDKChromaDBMiniLMRAG
HEALTHCARE ML APP
LIVER-CIRRHOSIS-STAGE-PREDICTION.MDLiver Cirrhosis Stage Prediction
A live machine learning application that predicts liver cirrhosis stage through a simple web interface built for accessible clinical-style risk assessment.
- Deployed as a live web app so predictions can be tested without local setup.
- Focused on turning model output into a clean, usable experience rather than leaving the work as notebook-only analysis.
PythonMachine LearningVercelWeb AppPrediction Workflow
FINANCE + EXPLAINABLE ML
RISK-SCORING-FOR-LOAN-APPROVAL.MDRisk Scoring for Loan Approval
An explainable ML workflow for loan approval that combines structured preprocessing, risk scoring, and business-facing decision support.
- Improved model performance by 13% while reaching 86% accuracy.
- Used explainability layers so predictions could support business decisions instead of acting like a black box.
PythonSQLSHAPSMOTELogistic Regression
ANDROID + ML APP
WASTE-RECOGNITION-APP.MDWaste Recognition App
An Android application that helps users identify waste items and improve disposal decisions through ML-backed recognition and guided flows.
- Achieved 86% accuracy in waste recognition through an Android-integrated ML workflow.
- Reduced load times by 40% while improving reliability through app and data-flow refinement.
JavaAndroidFirebaseTensorFlow Lite
NLP + DEEP LEARNING
ADVANCED-SENTIMENT-ANALYSIS-USING-BERT-AND-LSTM.MDAdvanced Sentiment Analysis using BERT & LSTM
A comparative NLP project that fine-tunes BERT and benchmarks it against deep learning baselines for sentiment classification.
- Achieved 92.6% accuracy with a fine-tuned BERT model.
- Outperformed 2 baseline architectures by 12% through structured comparative evaluation.
PythonPyTorchTransformersBERTLSTMCNN
NLP + EXPLAINABLE CLASSIFICATION
FAKE-NEWS-CLASSIFICATION-WITH-LLM-TECHNIQUES.MDFake News Classification with LLM Techniques
A text-classification project focused on fake/real news detection using multiple NLP representations with explainability and class-balance handling.
- Built a binary news-classification workflow using feature-based and NLP-driven representations.
- Added SHAP and SMOTE to improve interpretability and class-balance handling in model evaluation.
PythonNLPScikit-learnTF-IDFWord2VecSHAPSMOTE
DATA ANALYTICS + VISUALIZATION
AIRBNB-STRATEGIC-DATA-ANALYSIS.MDAirbnb Strategic Data Analysis
A data analytics project focused on pricing, occupancy, and location-driven patterns that translate raw listing data into business insight.
- Improved market insight depth by 18% through structured pricing and occupancy analysis.
- Derived 3+ business insights that strengthened decision support by 12%.
PythonSQLPandasFoliumData Visualization
FULL-STACK PRODUCT + HACKATHON
HABIT-TRACKER.MDHabit Tracker
A habit-tracking product built in a fast-paced hackathon setting with live progress views, real-time data, and a usability-first interface.
- Won 1st Place at the Conestoga Hackathon.
- Shipped 3+ core features and improved usability by 15% in a rapid product build.
ReactFirebaseJavaScriptHTMLCSS
EDTECH + INFORMATION PLATFORM
EDUCOOL-GUIDER.MDEduCool: Guider
An education-focused web platform that combines school discovery, mapped location data, and embedded resources in one guided experience.
- Integrated school-location discovery with Google Maps-style navigation support.
- Combined maps, videos, and URLs into a single education guidance workflow.
jQueryPHPBootstrapCSSGoogle Maps APIWordPressScriptFlask
PANDEMIC HACKATHON + DIGITAL COMMERCE
ONLINE-BUSINESS-MART.MDOnline Business Mart
A hackathon-built digital business concept created during the pandemic to explore online commerce and chatbot-assisted workflow support.
- Built during Hack Against COVID, where the team ranked among the top 42 globally.
- Explored digital commerce with chatbot-assisted support under fast-moving hackathon constraints.
AndroidProduct PrototypingChatbot ConceptUiPath / RPA Idea
HEALTHCARE + PRODUCT PROTOTYPE
VIRTUAL-HEALTHCARE-ASSISTANT.MDVirtual Healthcare Assistant
A healthcare-oriented assistant prototype designed to make guidance and health-related support more accessible through an interactive product flow.
- Focused on improving accessibility to healthcare-oriented guidance through an interactive assistant experience.
- Framed a user-centric healthcare workflow in a hackathon-style product prototype.
App DevelopmentHealthcare AssistantPrototype DesignInteractive Workflow
CLASSICAL ML + COMPARATIVE ANALYSIS
BREAST-CANCER-AND-HOUSE-VOTES.MDBreast Cancer and House Votes
A structured machine learning project that compares model behavior across two benchmark tabular datasets with different feature characteristics.
- Worked across 2 benchmark datasets to compare classification behavior and preprocessing decisions.
- Strengthened understanding of feature handling, model selection, and tabular ML evaluation.
PythonScikit-learnClassificationData PreprocessingTabular Data